How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Administer bedside or personal care, such as ambulation or personal hygiene assistance.70
- Care for individuals or families during periods of incapacitation, family disruption, or convalescence, providing companionship, personal care, or help in adjusting to new lifestyles.70
- Plan, shop for, or prepare nutritious meals or assist families in planning, shopping for, or preparing nutritious meals.68
- Participate in case reviews, consulting with the team caring for the client, to evaluate the client's needs and plan for continuing services.64
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Perform housekeeping duties, such as cooking, cleaning, washing clothes or dishes, or running errands.01
- Instruct or advise clients on issues, such as household cleanliness, utilities, hygiene, nutrition, or infant care.02
- Perform healthcare-related tasks, such as monitoring vital signs and medication, under the direction of registered nurses or physiotherapists.03
- Administer bedside or personal care, such as ambulation or personal hygiene assistance.04
- Care for individuals or families during periods of incapacitation, family disruption, or convalescence, providing companionship, personal care, or help in adjusting to new lifestyles.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Home Health Aides
Closely related work
Compare these careers →Child, Family, and School Social Workers
Closely related work
Compare these careers →Social and Human Service Assistants
Closely related work
Compare these careers →Occupational Therapy Aides
Related work
Compare these careers →Rehabilitation Counselors
Related work
Compare these careers →Healthcare Social Workers
Shares some work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
